SOTAVerified

Machine Translation

Machine translation is the task of translating a sentence in a source language to a different target language.

Approaches for machine translation can range from rule-based to statistical to neural-based. More recently, encoder-decoder attention-based architectures like BERT have attained major improvements in machine translation.

One of the most popular datasets used to benchmark machine translation systems is the WMT family of datasets. Some of the most commonly used evaluation metrics for machine translation systems include BLEU, METEOR, NIST, and others.

( Image credit: Google seq2seq )

Papers

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Showing 10101–10150 of 10752 papers

TitleStatusHype
Modeling Syntactic and Semantic Structures in Hierarchical Phrase-based Translation—0
Using a Supertagged Dependency Language Model to Select a Good Translation in System Combination—0
Systematic Comparison of Professional and Crowdsourced Reference Translations for Machine Translation—0
Training MRF-Based Phrase Translation Models using Gradient Ascent—0
Supersense Tagging for Arabic: the MT-in-the-Middle Attack—0
Supervised Bilingual Lexicon Induction with Multiple Monolingual Signals—0
TMTprime: A Recommender System for MT and TM Integration—0
Development of a Hindi LemmatizerCode0
Experiences in Building the Let's MT! Portal on Amazon EC2—0
Combining Statistical Machine Translation and Translation Memories with Domain Adaptation—0
Statistical Machine Translation with Readability Constraints—0
Machine Translation Systems in India—0
Learning to Find Translations and Transliterations on the Web based on Conditional Random Fields—0
Machine Translation Approaches and Survey for Indian Languages—0
Cross-linguistic annotation of modality: a data-driven hierarchical model—0
Annotation for annotation - Toward eliciting implicit linguistic knowledge through annotation - (Project Note)—0
More Than Only Noun-Noun Compounds: Towards an Annotation Scheme for the Semantic Modelling of Other Noun Compound Types—0
Toward Fine-grained Annotation of Modality in Text—0
UCCA: A Semantics-based Grammatical Annotation Scheme—0
Joint Space Neural Probabilistic Language Model for Statistical Machine Translation—0
Extra \~ao de Vocabul\'ario Multil\' para Tradu \~ao em Dom\' Especializados (Multilingual Vocabulary Extraction for Machine Translation in Specialized Domains) [in Portuguese]—0
Minimally-Supervised Morphological Segmentation using Adaptor Grammars—0
Parsing Morphologically Rich Languages: Introduction to the Special Issue—0
Incremental Tree Substitution Grammar for Parsing and Sentence Prediction—0
Large-scale Word Alignment Using Soft Dependency Cohesion Constraints—0
Dynamically Shaping the Reordering Search Space of Phrase-Based Statistical Machine Translation—0
Squibs: What Is a Paraphrase?—0
Improving Statistical Machine Translation by Adapting Translation Models to Translationese—0
Generation of Compound Words in Statistical Machine Translation into Compounding Languages—0
Measuring Machine Translation Errors in New Domains—0
Learning to translate with products of novices: a suite of open-ended challenge problems for teaching MT—0
Finding Optimal 1-Endpoint-Crossing Trees—0
Mildly Non-Projective Dependency Grammar—0
Unsupervised Tree Induction for Tree-based Translation—0
Token and Type Constraints for Cross-Lingual Part-of-Speech Tagging—0
TQDL: Integrated Models for Cross-Language Document Retrieval—0
Diverse Words, Shared Meanings: Statistical Machine Translation for Paraphrase, Grounding, and Intent—0
Measurement of Progress in Machine Translation—0
Active Learning and the Irish Treebank—0
Heloise --- An Ariane-G5 Compatible Rnvironment for Developing Expert MT Systems Online—0
Calculation of Phrase Probabilities for Statistical Machine Translation by using Belief Functions—0
An SMT-driven Authoring Tool—0
Forced Derivations for Hierarchical Machine Translation—0
A New Search Approach for Interactive-Predictive Computer-Assisted Translation—0
A Practical Chinese-English ON Translation Method Based on ON`s Distribution Characteristics on the Web—0
Elissa: A Dialectal to Standard Arabic Machine Translation System—0
Jane 2: Open Source Phrase-based and Hierarchical Statistical Machine Translation—0
An In-Context and Collaborative Software Localisation Model—0
JMaxAlign: A Maximum Entropy Parallel Sentence Alignment Tool—0
Entropy-based Training Data Selection for Domain Adaptation—0
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All datasetsWMT2014 English-GermanWMT2014 English-FrenchIWSLT2014 German-EnglishACESWMT2016 English-RomanianWMT2016 Romanian-EnglishWMT2014 German-EnglishIWSLT2015 German-EnglishWMT2016 English-GermanIWSLT2015 English-VietnameseIWSLT2015 English-GermanWMT2016 German-English

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1Transformer Cycle (Rev)BLEU score35.14—Unverified
2Noisy back-translationBLEU score35—Unverified
3Transformer+Rep(Uni)BLEU score33.89—Unverified
4T5-11BBLEU score32.1—Unverified
5BiBERTBLEU score31.26—Unverified
6Transformer + R-DropBLEU score30.91—Unverified
7Bi-SimCutBLEU score30.78—Unverified
8BERT-fused NMTBLEU score30.75—Unverified
9Data Diversification - TransformerBLEU score30.7—Unverified
10SimCutBLEU score30.56—Unverified
#ModelMetricClaimedVerifiedStatus
1Transformer+BT (ADMIN init)BLEU score46.4—Unverified
2Noisy back-translationBLEU score45.6—Unverified
3mRASP+Fine-TuneBLEU score44.3—Unverified
4Transformer + R-DropBLEU score43.95—Unverified
5Transformer (ADMIN init)BLEU score43.8—Unverified
6AdminBLEU score43.8—Unverified
7BERT-fused NMTBLEU score43.78—Unverified
8MUSE(Paralllel Multi-scale Attention)BLEU score43.5—Unverified
9T5BLEU score43.4—Unverified
10Local Joint Self-attentionBLEU score43.3—Unverified
#ModelMetricClaimedVerifiedStatus
1PiNMTBLEU score40.43—Unverified
2BiBERTBLEU score38.61—Unverified
3Bi-SimCutBLEU score38.37—Unverified
4Cutoff + Relaxed Attention + LMBLEU score37.96—Unverified
5DRDABLEU score37.95—Unverified
6Transformer + R-Drop + CutoffBLEU score37.9—Unverified
7SimCutBLEU score37.81—Unverified
8Cutoff+KneeBLEU score37.78—Unverified
9CutoffBLEU score37.6—Unverified
10CipherDAugBLEU score37.53—Unverified
#ModelMetricClaimedVerifiedStatus
1HWTSC-Teacher-SimScore19.97—Unverified
2MS-COMET-22Score19.89—Unverified
3MS-COMET-QE-22Score19.76—Unverified
4KG-BERTScoreScore17.28—Unverified
5metricx_xl_DA_2019Score17.17—Unverified
6COMET-QEScore16.8—Unverified
7COMET-22Score16.31—Unverified
8UniTE-srcScore15.68—Unverified
9UniTE-refScore15.38—Unverified
10metricx_xxl_DA_2019Score15.24—Unverified